Purpose-built LLM fine-tuning platform vs code-based workflow orchestration.
Purpose-built platform for LLM fine-tuning with intuitive configuration. No Python operators or YAML configs. Built-in LLM fine-tuning, testing, monitoring, and GPU provisioning.
General-purpose workflow orchestrator requiring Python DAG definitions. Strong for data pipelines but requires custom code for AI training tasks.